Reflecting recent major advances in the field of artificial intelligence, Developing the Digital Lung, From First Lung CT to Clinical AI, by Dr. John Newell, is your go-to reference for all aspects of applied artificial intelligence in lung disease development, including application to clinical medicine. It provides a unique overview of the field, beginning with a review of the origins of artificial intelligence in the mid-1970s and progressing to its application to clinical medicine in the early 2020s. Organized based on the four stages of development, this practical, easy-to-use resource helps you effectively apply artificial intelligences to lung imaging.
Key Features
Traces the development of precise quantitative CT of diffuse lung disease through the use of applied AI, leading to faster effective diagnosis of patients with lung disease.
Reviews CT manufacturers, models and scanning protocol used to produce the 3D digital maps of the lungs.
Discusses how the data processed by AI algorithms can produce measures of emphysema, air trapping, and airway wall thickening in subjects with COPD and measures of pulmonary fibrosis and traction bronchiectasis in idiopathic pulmonary fibrosis (IPF).
Demonstrates the differences between reactive machine AI and limited memory AI methods.
Includes comprehensive case studies and current information on cloud computing.
An eBook version is included with purchase. The eBook allows you to access all of the text, figures and references, with the ability to search, customize your content, make notes and highlights, and have content read aloud.
Introduction
• Fundamentals
o Anatomy
? Embryology
• Introduction
• Vasculature
o Primitive aortic arches
o Arterial embryology
o Venous embryology
? Neuroanatomy
• Brain
• Brain stem
• Spinal cord and tracts
? Arteries of the head and neck
o Internal carotid artery
o External carotid
o Vertebral artery
• Intracranial arteries
o Intracranial internal carotid artery
o Anterior cerebral artery
o Middle cerebral artery
o Intracranial vertebral artery
o Posterior communicating artery
o Anterior choroidal artery
o Posterior cerebral artery
o Posterior circulation
• Spinal arteries including extradural branches
? Venous
• Dural venous sinuses
• Cortical veins
• Deep veins
• Posterior fossa veins
? Skull base and bony anatomy
? Vertebral anatomy
o Technique
? Introduction
? Anaesthetics
? Access
? Instruments (sheaths, guide catheters, intermediate catheter, aspiration catheter, microcatheter, RHV)
• Radial access catheters
• Options
• Advantages vs disadvantages
• Categorical vs brand
? Imaging modalities
? Medications
• Disease processes
o Aneurysmal vasculopathy
o Dural arteriovenous shunt
o Cerebral vascular malformation
o Traumatic arteriovenous fistulae
o Spinal arteriovenous malformation
o Spinal dAVF
o Occlusive vascular disease
o Dural and Bony Tumors
o Nasopharyngeal Tumors
o Paragangliomas
o Tumors of spinal column and spinal cord
o Vertebral fractures
Sub categories in each disease process
o Definition
o Pathology/pathogenesis
o Epidemiology
o Risk factors
o Diagnosis
? Clinical findings
? Radiological findings
o Relevant anatomy with links to section 1
? Anatomical variations
o Indications/contraindications for treatment
o Treatment options
? Risks vs benefits
? What to say when obtaining informed consent
o Equipment
o Specific technique
o Complications
? Management of complications
o Post-op management and follow-up
o Sample cases
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